SciML/SciMLBenchmarks.jl
Nov 2024 – Nov 2024
1 Month active
Languages Used
Julia
Technical Skills
BenchmarkingData ProcessingData VisualizationNumerical AnalysisNumerical ComputingPerformance Analysis
anastasia21112
PROFILE
Anastasia21112
Worked on SciMLBenchmarks.jl to expand benchmarking capabilities by introducing a matrix bandedness metric and related visualizations, enabling deeper analysis of factorization time across varying bandwidths. Leveraged Julia for numerical computing and data processing to broaden the benchmark matrix selection, moving from a fixed subset to comprehensive coverage, and assigned metrics post-processing for improved representativeness. Enhanced data quality and robustness by refining matrix size limits, updating sparse condensation logic, and cleaning sparsity and timing data. Improved plotting reliability to ensure reproducible results and clearer trend analysis, supporting more robust performance analysis and optimization workflows within the benchmarking pipeline.
Overall Statistics
Feature vs Bugs
67%Features
Repository Contributions
6Total
Bugs
1
Commits
6
Features
2
Lines of code
191
Activity Months1
Work History
November 2024
6 Commits • 2 Features
Nov 1, 2024November 2024 monthly summary for SciMLBenchmarks.jl focused on expanding benchmarking capabilities, improving data reliability, and strengthening the overall evaluation pipeline. The work enhances the business value of benchmarks by delivering more representative performance signals and robust results across a broader matrix set.
6 Commits • 2 Features
Nov 1, 2024November 2024 monthly summary for SciMLBenchmarks.jl focused on expanding benchmarking capabilities, improving data reliability, and strengthening the overall evaluation pipeline. The work enhances the business value of benchmarks by delivering more representative performance signals and robust results across a broader matrix set.
November 2024
Activity
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Quality Metrics
Correctness86.6%
Maintainability83.4%
Architecture73.4%
Performance76.6%
AI Usage20.0%
Skills & Technologies
Programming Languages
Julia
Technical Skills
BenchmarkingData ProcessingData VisualizationNumerical AnalysisNumerical ComputingPerformance AnalysisPerformance OptimizationPerformance Testing
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